Cross-Cohort Calibration of Conformal Prediction for Lesion-Level SUV Quantification in Theranostic PET — Analysis Code
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2026
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| _version_ | 1866901598709481472 |
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| author | Farquhar, Hayden |
| author_facet | Farquhar, Hayden |
| contents | Reproducibility code for the accompanying manuscript on cross-cohort calibration of conformal prediction for lesion-level SUVmax quantification in theranostic PET. Includes the conformal prediction infrastructure (split conformalised quantile regression, weighted conformal prediction with image-only and extended categorical features, support-overlap diagnostic, per-cohort split conformal recalibration, Calibration Shift Index), the Phase 2 within-replicate coefficient-of-variation reference pipeline, the Phase 3 four-mode evaluation driver, post-freeze sensitivity analyses, and the locked Phase 3 input parquets for AutoPET-I, AutoPET-III, and HECKTOR 2025. Pre-registration: OSF/4KAZN with twelve amendments. |
| format | Recurso digital |
| id | zenodo_https___doi_org_10_5281_zenodo_19936564 |
| institution | Zenodo |
| language | |
| publishDate | 2026 |
| publisher | Zenodo |
| record_format | zenodo |
| spellingShingle | Cross-Cohort Calibration of Conformal Prediction for Lesion-Level SUV Quantification in Theranostic PET — Analysis Code Farquhar, Hayden conformal prediction weighted conformal prediction PET SUV PSMA theranostics uncertainty quantification covariate shift calibration AutoPET HECKTOR reproducibility pre-registration Reproducibility code for the accompanying manuscript on cross-cohort calibration of conformal prediction for lesion-level SUVmax quantification in theranostic PET. Includes the conformal prediction infrastructure (split conformalised quantile regression, weighted conformal prediction with image-only and extended categorical features, support-overlap diagnostic, per-cohort split conformal recalibration, Calibration Shift Index), the Phase 2 within-replicate coefficient-of-variation reference pipeline, the Phase 3 four-mode evaluation driver, post-freeze sensitivity analyses, and the locked Phase 3 input parquets for AutoPET-I, AutoPET-III, and HECKTOR 2025. Pre-registration: OSF/4KAZN with twelve amendments. |
| title | Cross-Cohort Calibration of Conformal Prediction for Lesion-Level SUV Quantification in Theranostic PET — Analysis Code |
| topic | conformal prediction weighted conformal prediction PET SUV PSMA theranostics uncertainty quantification covariate shift calibration AutoPET HECKTOR reproducibility pre-registration |
| url | https://doi.org/10.5281/zenodo.19936564 |